{"id":"W4377087999","doi":"10.1002/joa3.12851","title":"2023 <scp>HRS</scp>/<scp>EHRA</scp>/<scp>APHRS</scp>/<scp>LAHRS</scp> Expert Consensus Statement on Practical Management of the Remote Device Clinic","year":2023,"lang":"en","type":"article","venue":"Journal of Arrhythmia","topic":"Cardiac pacing and defibrillation studies","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge; University of Calgary","funders":"","keywords":"Medicine; Staffing; Workflow; Multidisciplinary approach; Protocol (science); Medical emergency; Nursing; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01885987,0.0004873479,0.000687268,0.001814313,0.00106574,0.002177376,0.002441654,0.005851983,0.02321302],"category_scores_gemma":[0.03846402,0.0003781359,0.001415718,0.0009866712,0.0009550779,0.001513546,0.001954561,0.003290909,0.01874214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002077695,"about_ca_system_score_gemma":0.01230331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007547094,"about_ca_topic_score_gemma":0.01654211,"domain_scores_codex":[0.9903207,0.002754051,0.002327678,0.0003248948,0.003652577,0.0006199328],"domain_scores_gemma":[0.9547099,0.009414872,0.003206734,0.001196,0.02854139,0.002931157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005419332,0.00004960109,0.0008225138,0.00173423,0.00002812574,0.0002152423,0.0001623489,0.0002519158,0.0007214982,0.002710634,0.8473169,0.1459328],"study_design_scores_gemma":[0.00005664951,0.00005412617,0.002760861,0.008256271,0.00005261485,0.0006817935,0.0003746751,0.0002973801,0.0007371826,0.002808647,0.9838828,0.00003693552],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.004771546,0.04281949,0.02530798,0.4764372,0.04676143,0.003924544,0.009500997,0.0008057507,0.3896711],"genre_scores_gemma":[0.08654262,0.1080885,0.1242966,0.3128462,0.03108609,0.006930122,0.02921271,0.0008932349,0.300104],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02321302,"threshold_uncertainty_score":0.0997417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0685709186410663,"score_gpt":0.3724608530665472,"score_spread":0.3038899344254809,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}